{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\")\n",
    "matplotlib.rc(\"font\",family='DejaVu Sans')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "# root_path = './long_term_forecast_Al_96_1_PatchTST_custom_ftMS_sl96_ll48_pl1_dm512_nh8_el2_dl1_df2048_expand2_dc4_fc3_ebtimeF_dtTrue_Exp_0/'\n",
    "# root_path = './long_term_forecast_Al_96_1_Transformer_custom_ftMS_sl96_ll48_pl1_dm512_nh8_el2_dl1_df2048_expand2_dc4_fc3_ebtimeF_dtTrue_Exp_0/'\n",
    "# root_path = './long_term_forecast_Al_96_1_TSMixer_custom_ftMS_sl96_ll96_pl1_dm256_nh8_el2_dl1_df512_expand2_dc4_fc3_ebtimeF_dtTrue_Exp_0/'\n",
    "# root_path = './long_term_forecast_Al_96_1_DLinear_custom_ftMS_sl96_ll48_pl1_dm512_nh8_el2_dl1_df2048_expand2_dc4_fc3_ebtimeF_dtTrue_Exp_0/'\n",
    "# root_path = './long_term_forecast_Al_96_1_inverse_PatchTST_custom_ftS_sl96_ll48_pl1_dm512_nh8_el2_dl1_df2048_expand2_dc4_fc3_ebtimeF_dtTrue_Exp_0/'\n",
    "root_path = './long_term_forecast_Al_96_1_TSMixer_custom_ftS_sl96_ll96_pl1_dm256_nh8_el2_dl1_df512_expand2_dc4_fc3_ebtimeF_dtTrue_Exp_0/'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = np.load(root_path+'pred.npy')\n",
    "true = np.load(root_path+'true.npy')\n",
    "pred = pred.squeeze(axis=2)\n",
    "true = true.squeeze(axis=2)\n",
    "\n",
    "pred_seq = pred[0].tolist()\n",
    "true_seq = true[0].tolist()\n",
    "\n",
    "\n",
    "for i in range(len(pred)):\n",
    "    pred_seq.append(pred[i,-1])\n",
    "    true_seq.append(true[i,-1])  \n",
    "\n",
    "pred_seq = np.array(pred_seq)\n",
    "true_seq = np.array(true_seq)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.07913083893807225"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_absolute_percentage_error\n",
    "mean_absolute_percentage_error(pred_seq,true_seq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pred_seq = pred_seq[96:]\n",
    "# true_seq = true_seq[:-96]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "48166.3080162189"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "mean_squared_error(pred_seq,true_seq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "157.896241359447"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 6))\n",
    "# for i in range(batch_size):\n",
    "plt.plot(true_seq, label='true')\n",
    "plt.plot(pred_seq, label='pred')\n",
    "\n",
    "plt.title('Comparison of True and Predicted Values')\n",
    "plt.xlabel('Time Steps')\n",
    "plt.ylabel('Values')\n",
    "plt.legend()\n",
    "plt.show() \n",
    "\n",
    "# tips\n",
    "# 建模差分序列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(434,)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "true_seq.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "def trend_indicator(sequence):\n",
    "    # 初始化0-1序列，长度比输入序列少1\n",
    "    indicators = np.zeros(len(sequence) - 1, dtype=int)\n",
    "    \n",
    "    # 遍历序列，比较当前值和前一个值\n",
    "    for i in range(1, len(sequence)):\n",
    "        if sequence[i] > sequence[i - 1]:\n",
    "            indicators[i - 1] = 1\n",
    "        else:\n",
    "            indicators[i - 1] = 0\n",
    "    \n",
    "    return indicators\n",
    "\n",
    "trend_pred = trend_indicator(pred_seq)\n",
    "trend_true = trend_indicator(true_seq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.52      0.48      0.50       224\n",
      "           1       0.48      0.52      0.50       209\n",
      "\n",
      "    accuracy                           0.50       433\n",
      "   macro avg       0.50      0.50      0.50       433\n",
      "weighted avg       0.50      0.50      0.50       433\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "print(classification_report(trend_pred,trend_true))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
